{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0b4611ec",
   "metadata": {},
   "source": [
    "# fABBA Transform\n",
    "\n",
    "Converts time series into symbolic representation of char or int. Two main processes are involved in this conversion :\n",
    "1. Compression : Applies polynomial chain approximation to time series to convert it into pieces. \n",
    "                 These pieces are tuples of form (length, increment).\n",
    "\n",
    "2. Digitization : These pieces are clustered based on different alogrithms. Each cluster is then assigned a label\n",
    "                  which can be int or char based on alphabet_set hyperparameter.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1986e8a1",
   "metadata": {},
   "source": [
    "## Univariate Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5d60ebf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sktime.datasets import load_airline\n",
    "from sktime.transformations.series.fabba import FABBA\n",
    "\n",
    "# Load example dataset\n",
    "y = load_airline()\n",
    "\n",
    "# Load fABBA transformer\n",
    "transformer = FABBA(\n",
    "    n_jobs=1,\n",
    "    # k=50, # doesn't matter for agg, since it determines k automatically\n",
    "    random_state=42,\n",
    "    return_start_values=True,  # neccessary for inverse transform\n",
    "    method=\"agg\",  # method for clustering\n",
    "    tolerance=0.001,  # determines no of pieces formed, tolerance for approximation\n",
    "    alpha=0.05,  # determines no of symbols formed, tolerance for clustering\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "31529c2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Transform and inverse transform\n",
    "y_transformed = transformer.fit_transform(y)\n",
    "y_reconstructed = transformer.inverse_transform(y_transformed)\n",
    "\n",
    "\n",
    "# Error metric to use to measure quality of reconstruction\n",
    "def euclidean_error_uni(original, reconstructed):\n",
    "    \"\"\"Euclidean error between two series.\"\"\"\n",
    "    if isinstance(original, pd.Series):\n",
    "        # if lengths differ due to quantization, cut to min length\n",
    "        min_len = min(len(original), len(reconstructed))\n",
    "        diff = (\n",
    "            original.iloc[0:min_len].to_numpy().flatten()\n",
    "            - reconstructed.iloc[0:min_len].to_numpy().flatten()\n",
    "        )\n",
    "        return np.linalg.norm(diff)\n",
    "\n",
    "\n",
    "# Plot results\n",
    "error = euclidean_error_uni(y, y_reconstructed)\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(y.values, label=\"Original\", linewidth=2, alpha=0.8)\n",
    "plt.plot(y_reconstructed, label=\"Reconstructed\", linestyle=\"--\", linewidth=2, alpha=0.8)\n",
    "plt.title(f\"Euclidean Error = {error}\", fontsize=14)\n",
    "plt.xlabel(\"Index\", fontsize=12)\n",
    "plt.ylabel(\"Value\", fontsize=12)\n",
    "plt.legend(fontsize=10, frameon=True, shadow=True)\n",
    "plt.grid(True, linestyle=\"--\", alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52166e2e",
   "metadata": {},
   "source": [
    "## Multivariate Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5f81f31",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sktime.datasets import load_arrow_head\n",
    "from sktime.transformations.series.fabba import FABBA\n",
    "\n",
    "# Load example dataset\n",
    "y = load_arrow_head()\n",
    "\n",
    "# Load fABBA transformer\n",
    "transformer = FABBA(\n",
    "    n_jobs=1,\n",
    "    # k=50, # doesn't matter for agg, since it determines k automatically\n",
    "    random_state=42,\n",
    "    return_start_values=True,  # neccessary for inverse transform\n",
    "    method=\"agg\",  # method for clustering\n",
    "    tolerance=0.001,  # determines no of pieces formed, tolerance for approximation\n",
    "    alpha=0.05,  # determines no of symbols formed, tolerance for clustering\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3404a21a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Euclidean Error = 0.5294147843046196\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x2000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Transform and inverse transform\n",
    "y_transformed = transformer.fit_transform(y[0])\n",
    "y_reconstructed = transformer.inverse_transform(y_transformed)\n",
    "\n",
    "# Note that in y_transformed each symbol sequence produced for each time series,\n",
    "# starts with the start value of that time series if return_start_values=True and\n",
    "# the symbol sequence is padded with -1 (or '' if return_as_strings=True)\n",
    "# to make all symbol sequences the same length. This is neccessary to pass some checks\n",
    "# in sktime.\n",
    "\n",
    "\n",
    "# Error metric to use to measure quality of reconstruction\n",
    "def euclidean_error_multi(original, reconstructed):\n",
    "    \"\"\"Euclidean error between two series.\"\"\"\n",
    "    if isinstance(original, pd.DataFrame):\n",
    "        error = 0\n",
    "        for i in range(len(original)):\n",
    "            # Get row values\n",
    "            original_series = original.iloc[i]\n",
    "            original_series = original_series.iloc[0].to_numpy().flatten()\n",
    "            reconstructed_series = reconstructed.iloc[i]\n",
    "            reconstructed_series = reconstructed_series.iloc[0].to_numpy().flatten()\n",
    "            # if lengths differ due to quantization, cut to min length\n",
    "            min_len = min(len(original_series), len(reconstructed_series))\n",
    "            diff = original_series[0:min_len] - reconstructed_series[0:min_len]\n",
    "            error += np.linalg.norm(diff)\n",
    "\n",
    "        avg_error = error / len(original)\n",
    "        return avg_error\n",
    "\n",
    "    elif isinstance(original, pd.Series):\n",
    "        # if lengths differ due to quantization, cut to min length\n",
    "        min_len = min(len(original), len(reconstructed))\n",
    "        diff = (\n",
    "            original.iloc[0:min_len].to_numpy().flatten()\n",
    "            - reconstructed.iloc[0:min_len].to_numpy().flatten()\n",
    "        )\n",
    "        return np.linalg.norm(diff)\n",
    "\n",
    "\n",
    "# Plot results\n",
    "error = euclidean_error_multi(y[0], y_reconstructed)\n",
    "print(f\"Average Euclidean Error = {error}\")\n",
    "\n",
    "# Plotting 5 time series\n",
    "fig, axes = plt.subplots(5, 1, figsize=(10, 20))\n",
    "for row in range(5):\n",
    "    original = y[0].iloc[row, 0]\n",
    "    reconstructed = y_reconstructed.iloc[row, 0]\n",
    "    axes[row].plot(original, label=\"Original\", linewidth=2, alpha=0.8)\n",
    "    axes[row].plot(\n",
    "        reconstructed, label=\"Reconstructed\", linestyle=\"--\", linewidth=2, alpha=0.8\n",
    "    )\n",
    "    axes[row].set_title(\n",
    "        f\"Euclidean Error = {euclidean_error_multi(original, reconstructed)}\",\n",
    "        fontsize=14,\n",
    "    )\n",
    "    axes[row].set_xlabel(\"Index\", fontsize=12)\n",
    "    axes[row].set_ylabel(\"Value\", fontsize=12)\n",
    "    axes[row].legend(fontsize=10, frameon=True, shadow=True)\n",
    "\n",
    "plt.tight_layout(h_pad=2.0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13dbad14",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".sktimeenv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
